Masciarelli is a surname. Notable people with the surname include:
Andrea Masciarelli, Italian cyclist Francesco Masciarelli, Italian cyclist Livio Masciarelli, Italian sculptor Palmiro Masciarelli, Italian cyclist Renata Masciarelli, Mexican footballer Roberto Masciarelli, Italian volleyball player Simone Masciarelli, Italian cyclist Stefano Masciarelli, Italian actor